|Publication number||US3609685 A|
|Publication date||28 Sep 1971|
|Filing date||3 Oct 1967|
|Priority date||7 Oct 1966|
|Also published as||DE1549833B, DE1549833C2|
|Publication number||US 3609685 A, US 3609685A, US-A-3609685, US3609685 A, US3609685A|
|Inventors||Deutsch Edward Samuel|
|Original Assignee||Post Office|
|Export Citation||BiBTeX, EndNote, RefMan|
|Referenced by (46), Classifications (10)|
|External Links: USPTO, USPTO Assignment, Espacenet|
United States Patent  References Cited UNITED STATES PATENTS 3,245,036 4/1966 Grottrup 340/ 146.3 3,297,993 1/1967 Clapper 340/1463 3,339,179 8/1967 Shelton, Jr. et al. 340/1463 OTHER REFERENCES Unger, Proceedings of the ire, Pattern Detection and Recognition," October, 1959. pp. 1737- 1751.
Primary Examiner-Maynard R. Wilbur Assistant ExaminerLeo H. Boudreau Attorney-Hall & Houghton ABSTRACT: Techniques to character recognition in which the shape of the character is stored in a matrix of storage cells which is then examined electrically to correct deficiencies not inherent in the character and to thin" the stored shape to a required extent. The store shape is then examined again and converted to a characteristic combination of numbered direction vectors and junction points which is compared with standard combinations in order to recognize the character.
222232232 .Qol-Qo... 4
CODING AND RE CODING RE C OGN/ T/UN AT N EDSEPM 3509.685
SHEET 03 0F 12 DETERMINE NEXT CELL /N F DIRECT/0N z I BRANCH LENGTH /N DIRECT/0N N02 THERE A CHANGE N I IOU GO TO THE PREVIOUS CELL-AND gamm $3, 5 TRAvERsE ALONG BRANCH LEAWNG IT IF NOT RECawMENCE TRA/ERsE 0 FROM LOWEST n NUDE PaNT.
A .v l
DETERMINE HE NUMBER OF A BRANCHES, x(n) 0F MIN/MUM Hg, .5,
LENGTH D LEAVING THE CELL JOIN ANY BRANCHES ALONGS/DE STORE N L L/NE 0F TRAVEL, INCREASING x(n) FOR EACH BRANCH JO/NED. SECOND MATRIX [pa/A170 JAE-one LNVLNTOR ATTORNEY PATENIED8EP28I9H 3609 685 sum uu0F.12
DETERMINE IF NEXT CELL IN DIRECT/ON N07 HAS VALUE 60 TO NEXT CELL CONSULT NE/GHBOUR/NG lN DIRECT/ON No.7 CELLS IN BOTH l MATRICES AS IN FIG. 5
DETERMINE mE NUMBER OF BRANCHEs, (N0 GAP JOINING) x(n) LEAVING THE CELL,'EXCLUDING FAIL/N6 THIS PROCEED.
THOSE PARALLEL TO WHICH TRAVERSE FROM NUDE HAS ALREADY TAKEN PLACE /s BRANCH /N\\ F D/RECT/ON No.7
CONTINUE ALONG THE IGNORE PRESENCE OF BRANCH /N THE TH/S BRANCH IN DIRECT/ON OF REGISTER/N6 A NODE. CURVATURE.
ERA sE LINE THICKNESS IF CELL /5 NOT A NUDE PONT Ep /AIID 5. 0/50/426 INVLNIOR AHORNEY PATEN'T-Ell'SEPzlan EHAIN WITHI THIS REGION ENEUUED m DIRECTION SHEET 05 0F 12 [HAIN IN THIS REGION REEUDED I3NHDIREYETIUN B WEHAIN',
7 I v F/c.9.4
If" if". h "1 "1 1 21 111112 .1 1 1 (in w f INVLNIOH /d ifi/la ATTORNLY PATENInsEP28m| A 3,609,685
sum o7nr 12 FIG.
UNE WAY OF EHOIEE 0m; ns PRESENIZE ESSENTIAL r Y AWAYS UF' 3 Z'WAYS'UF [HUI-CE? EHUILEaANYUNE z .4. muumzn 0R EXCLUDED on NONE 2 WAYS 0F LHUICE; 2 WAYS. 5 INLLUDEDUR mmcamuu EMBED BED UREXELUDED A WAYS IJF EHUILEa TUTAL FEATURE EUMBINATIUN NUMBERS ANY ONE OR 2 Lx1 2x2xLxL=512 NUNE AWAYSUFLHOIEE; 7 ANY ONE OR NONE E am no 5, D/fl/fjc/I A'I IORNEY PATENT El] SEP28 |97l 3,609,685
' sum as or 12 STARTIN G PUINT NEW STARTING PUINT ('3 s F/Q/S Eon/4R0 J. Din/7 x INVI.N1OR
ATTORNLY 1 PATENTEDSEP28'I97I INTERLHANGABLE 511511111111 AND LUMBI N53 1 VECTOR VALUE w1111 SUBCHAIN 15511111 VALUE 5::7 7::3 J 8::1 [A SUBEHAIN- FOLLOWED BY EASE SE 11111111151113 EHQ W INTEREHANGABLE N0 VECTOR VALUE VEUURVALUE w1111 [ASE 1 1 2 I 10 ,2 2 3 11 3 3 1. 12 1. 1 5 13 5 5 5 11. 5 s 7 15 7 7 11 15 a a 1 5 9, 1 a 11 111 2 1 1 1 3 2 2 12 1 3 3 13 5 1. 1 11. 1s 5 5 15 7 5 6 15 s 7 5011/4/10 jnn'nm AI 1011111 Y l CHARACTER RECOGNITION BY LINEAR TRAVERSE BACKGROUND OF THE INVENTION This invention relates to character recognition techniques and has particular reference to techniques for use in the processing of characters of alphanumeric form prior to recognition.
It is. important that a practical character recognition machine be insensitive to imperfections in shape, to gaps and discontinuities not inherent in the shape of the character, to: variations in line thickness, to orientation, and the presence of other irrelevant infonnation.
It has been proposed to scan a character to be recognized a beam of light or other suitable radiation and to store the in fonnation so obtained in a matrix of storage cells each 'of which can have a condition binary or binary 1 depending.
upon whether any part of the character lies in'a positi'oncorresponding to the cell. In cases where the contrast between the character and its background is good no difi'lculty' is ex-' perienced in assigning a condition to a cell, but in cases of l'e'ssgood contrast it may be necessary for a preliminary SUMMARY OF THE INVENTION The present invention is concerned with processing techniques and is based on the representation of the character as a simple code consisting of a series of numbers. The.
character, in alphanumeric form, is scanned and the information stored in a first rectangular matrix of storage cells. Those cells are then examined by a process in which gaps and irregularities not inherent in the shape of the character are filled in and redundant information is ignored, the information resulting from the examination being transferred cell-by-cell to a second rectangular matrix of storage cells and deleted from the first matrix. The information in the second matrix may.
then be used to drive character recognition apparatus, or may undergo the process known as thinning and then used to drive that apparatus. 7
Thinning has the object of eliminating redundant information thereby economizing on the storage capacity required to store the information.
Certain redundant information is eliminated by reexamining a character after processing by comparing angular features of the character with predetermined angular directions and recording the features using those predetermined directions.
A predetermined number of the consecutive direction numbers is examined to determine the angular direction of the feature and if this direction is not one of the predetermined directions but lies within a predetermined range of one of the latter directions, the feature is recoded as that one direction.
The recoded chain representing a character may then :be compared with each of a number of chains each representing a possible variation ofthe appearance of the chain in order to recognize the recoded chain.
BRIEF DESCRIPTION OF THE'DRAWINOS' FIGS. 1, 2 and '3 are explanatory diagrams of coding.
FIG. 4 is a diagrammatic representation of a characterprocessing technique, FIGS. 5 and 6 are computer instructionflow diagrams,
FIG. 7 shows a character after processing,
FIGS. 8; 9(a), (b); 10 and 11 are explanatory diagrams of 1 2' I DESCRIPTION OF PREFERRED EMBODIMENTS Each character to berecognized is-considered'to be laid over a rectangular matrix of points of which any one-for ex-' ample that represented by the coordination (i, j)-has up to-a maximum of eight nearest neighbors. If movement from any one point can take place only to one of those'nearest points and so on, all point-to-point movement can be registered as a series of direction numbers. Fig. .1 illustrates part of a typical rectangular array, the direction numbers being the digits 1-8 as shown;
Fig. 2 illustrates one way in which a particular pattern might be coded as a sequence of the direction numbers starting at the point shown.
In practice, many characters are not of single path form and have junctions at which two or more paths meet. An example is given in Fig. 3 which shows part of the pattem'of Fig. ;2-with an extra branch added at point (i, j). According to one feature of the present invention, and except as indicated below, such points are assigned a junction point (or node) serial number of coordinates (i, j).
The procedure for coding a multip'ath character incorporates'the following rules:
1. Assign the junction or node number, value n and store.
coordinates (i, j) (n) as-above. Enter the junction number as] (n) in the chain of direction numbers. (This is for use in the recognition procedure, the 'J( serves todistinguish a node number from a direction number).
2. (a) Proceed along the same direction of travel as before, if possible, or, (b) proceed in the direction of lowest. direction number if not.
3; On arrival at the end of a branch return to the uncompleted node point of lowest value n, reenter J(n) in the chain and continue as in 2(b).
4. Treat a starting point having more than one-branch leaving it as a junction point, i.e. register the junction node J( l at the beginning of the chain and proceed as in 2(b).
The character stored in the second matrix is further processed by thinning" which takes place after the examination process mentioned above. It will be apparent that the thickness" of the character and the presence of features such as serits and curlicues do not contribute useful information receive fresh information relating to the reexamined character.
By way of example-only, processing techniques embodying the invention will now be described in greater detail.
The techniques will be-described with reference to Fig. '4
which shows diagrammatically the processing of the letter B. The character letter B'indicated by reference numeral 1 and stored in the first matrix has numerous imperfections, as for example at 2, and redundancies, as at 3, in its feature representation and it is the object of the smoothing procedure to eliminate them. The letter B indicated at 4 and stored in the second matrix shows-the resultsof such smoothing procedure. There are nogaps or irregularities and the thickness of the n letter is substantially constant. The steps of the procedure are summarized in the flow diagram shown in Fig. 5. The
character is first scanned and stored by any suitable technique in afirst rectangular matrix of storage cells of a computer.
The contents of the first matrix are then examined. The overall height and width of the character B in terms of row and column occupancy is determined, and the character may then be imagined to be constrained within a rectangle of this height and width: thus defining the search area. The size of this constraining rectangle will be used subsequently, by means of a parameter D dependent upon it, in deciding whether an apparent feature of the character is real or not.
The value of D is the minimum length constituting a branch of a character and choice of an appropriate value enables groups of cells forming mere line thicknesses of the character to be distinguished from those forming features of the character.
The computer will now, in effect, examine in turn each storage cell in the search area starting from the uppermost row in the constraining rectangle and moving to the right searching for a cell having a condition equal to binary 1. Having found such a cell of coordinates (i, j) a search for the existence of branches in all the eight directions mentioned above and of minimum length D is commenced. The next element of coordinates (i, j l) is examined should there be no such branch.
The value of D selected ensures that the computer rather than locking itself on to a spurious small feature of print and offering that as a character to be recognized, locks itself on to the character proper. Once the computer has attached itself to the character, the number of paths or branches of the character at the starting point is memorized together with the starting point coordinates.
The computer moves along one of the branches cell-by-cell transferring the character just investigated to a second rectangular matrix of storage cells and erasing the storage in the first matrix. This prevents continuous traverse along a closed path but causesiro loss in information as thesecond matrix is also consulted throughout the examination. Prior to any move in the direction of travel being executed, the condition of the next cell-binary l or binary -is determined. In the case of the former, a move is executed and the number or branches, if any, of minimum length D leaving the new cell is registered. Gaps to branches alongside are joined and registered as taking part in forming the junction or node point. Three parameters are involved in registering a node point: the node number n, the number of branches at that node, x(n), x(n)22), and the node coordinates (i, j) (n).
The cells may have the condition binary 0 because of irregularities in the thickness of the print, gaps, either along the direction of travel or in the formation of a junction of features further on, or because of a change in the contour of the feature or finally, in the absence of any of these causes, the end of a branch may have been reached. The computer examines these possibilities.
In the process of filling in gaps all cells participating have their conditions changed from binary 0 to binary l and the travel procedure is continued along these cells. In this manner a bootstrap" operation is executed whereby the computer lays its own tracks. in all cases, the allowable extent of hunting for a gap is a function of the parameter D.
lrregularities in line thickness are overcome by consulting neighboring cells stored in both matrices and which form the line thickness, but, should the end of a branch have been reached, a traverse along a new branch leaving either the present or the previous cell is attempted. In the absence of such a branch the travel procedure recommences from the junction point of lowest node value n, and the number of branches at that node, x(n) is reduced by 1. This process contechniqties'reduce considerably of information to tinues until the value of x(n) for maximum n is zero at which be coded. Fig. 4 also illustrates schematically the coding step 6 and the recognition step 7. Fig. 6 shows the computer flow diagram of this reprocessing.
The residuein the first matrix is no longer needed and is therefore eliminated. To effect thinning the contents of the second matrix are transferred to the first matrix. The x( n), and (i, (n) values are put to zero. The computer then starts to examine each cell moving from top left within the search area and to the right but not beyond the midpoint of the width of the rectangular constraint. This arrangement ensures that the coded starting point is within a predetermined area and thereby facilitates the recognition procedure.
The locking procedure of the thinning process differs from that described above in the smoothing process in that a better starting point can be selected. In obtaining the starting point by the new method, the computer hunts, within a 3X3 square of cells, around the cell and determines whether there is nearby a node point possessing a higher value'of x(n). Should this be so, the latter cell is considered as the starting point. In this way, projections and serifs do not contribute to the starting point and are hence ignored. Projections, serifs, etc. at points other than the starting point are eliminated by the existence of the discontinuity at the end of the projection, etc. and by reference to the parameter D.
The character is examined cell-by-cell and cells of branches forming line thickness are erased except at junction points, where such erasure could lead to loss of information. Again, erasure of storage in the cells of the first matrix along the line of traverse, and their transfer to the second matrix, take place. The method of determining the junction points is as before. The node characteristics n, x(n) and (i, j) (n) are stored but this time, together with variables indicating branch directions at the particular node. Before registering the existence of a branch in a particular direction at cell Ai, j, the second matrix is consulted for the existence of an already traversed branch in the same direction or one or more parallel directions within the width of the character. In this way the program ensures that movement parallel to and forming the line thickness of a direction already traversed cannot take place.
The contents of the second matrix are then coded into a series of direction numbers which may include junction numbers and is then applied to recognition apparatus whose output may control other equipment to effect some operation-in accordance with the identity of the recognized character.
The second matrix is subsequently cleared and the entire process can then be repeated for another character.
The character having undergone all the preprocessing stages described above, can now be coded in the form of a string of numbers (indicating directions of traverse along points on the pattern) or vectors, and node points. Thus the character A shown in Fig. 7 is coded as:
.l( l )66667777776.l(2)66666777 |J( l )7777788887J(3 )77788888|J(2) 11111111 1(3):.
Vertical bars are included in this chain to indicate the end of each feature of the character and the entry 1" at the end indicates the termination of the character chain. Coding starts from the top and leftmost point on the character matrix and follows a predetermined order of traverse direction which, in the present example, is 1, 8, 2, 3, 4, 5, 6 and 7.
The chain can have any number of elements in it, and the storage of different chains may become a problem if large scale storage is required. ln addition, the more elements in a chain the longer any recognition process takes. It is therefore proposed to recode the chain so as to reduce the number of elements therein. The method of chain reduction will now be described in detail with the character A as an example.
Consider the first feature chain:
.l( l )66667777776J(2)66666777. The general feature direction iaslanted line, bearing in the number of consecutive element value 6 and 7, ignoring node entries, the angular direction 1 of the feature can easily be determined. The angle q is then compared to a predetermined angle, 0, and the whole feature recoded in accordance with the following conditions:
1. for (3/2 )1r6 1 1r+0 recode chain in direction 577/4,
2. for 7r+0 1r recode chain in direction 11', 3. for (3/2)1r (3/2)1r-6 recode chain (3/2)!1'.
Fig. 8 illustrates the three possible forms of recoding for a chain falling in the third quadrant. The actual method of recoding will be dealt with later. It should be noted that the same recoding would have taken place had the order of the groups of consecutive elements been interchanged. The general case is now considered, the angle 6 being of the value 17/18.
The ensuing description is concerned only with feature chains whose groups of consecutive identical elements, henceforth referred to as subchains are at 1r/4 to each other, i.e. subchains of the following form will be considered:
or more generally i i i1r/4 i-1r/4 ir/4--- i l---- where e, is the element vector in direction i(i=l....8) and iirfl is the element vector in the direction ii1r/4.
It appears at first sight that there are 16 possible combinations of subchains, because every subchain in a given direction, i, can have one of two other subchains, either of elements i+rr/4 i1r/-l; following it. Since a subchain of elements UNI/4 can be followed by a subchain of elementse,(0re, -1r/2), and, since both subchain combinations e, e,-.... c, e;+,, and e, e, e,e,... give the same feature orientation (provided of course that the number of e, elements in both subchain combinations are equal as must be the case for the Gin/4 elements), the order of subchains is interchangeable and there are therefore only eight possible different combinations of subchains. By way of example, a subchain comprising consecutive elements of vector value 3 will be considered. This subchain could be followed by a subchain of element vectors value 2 and 4. Consider next a subchain comprising vectors of value 2. It could be followed by subchain vector value 1 or 3. It will be seen that as the order of the subchains is immaterial, only three (1 and 3, 3 and 2, 3 and 4) subchain combinations of the four subchain combinations are different. Considering all the 16 possibilities of subchain combinations only eight of them will be seen to be different. Fig. 17 gives the final eight subchain combinations while Fig. 18 gives all 16 possible combinations and indicates those that are interchangeable.
The next part of the recoding process consists, as was stated above, of comparing the angular orientation, 1 of the feature chain with some predetermined angle 0. 1f the inclination, 1 with respect to both horizontal and vertical axes is greater than 6, the feature chain is recoded so that its new direction is either 77/4, 31r/4, 51r/4or 71r/4, depending, obviously, into which quadrant the feature chain extends. If, however, 1 is less than 0 the branch is recoded so as to have an angular disposition of either 0, 1r/2,1r, 311/2, again the choice depending upon how close the branch falls to either the positive or negative x or y axis.
As an example consider the feature chain:
1122221122221112 shown in FIG. 9(a).
The general orientation Q of the feature chain is greater than 0 (6=1r/l8) and the chain would consequently be recoded, as if it was in direction 11/4 or in vector direction number 2. Chain:
l1ll1l2lllllll2llllllll...showninFlG.9(h), for which 1 is less than 6, recoding would yield a branch in direction number 1.
It should be noted, that all eight possible subchain combinations comprise a subchain of even valued elements followed by a subchain of odd-valued elements or vice versa. Transforin direction mation into direction 0, 1r/2, 11 or 31r/2, involves, as the case may be, the replacement of each element in the even valued subchain by the value of the odd elements in the subsequent subchain, and the reverse for transformations into directions 7r/4, 317/4, 51'r/4 and 77r/4. Thus the chain:
1122221122221112 for which 1 is greater than 6, all odd-valued elements in the subchains are to be replaced by the value of the even elements yielding a new chain:
2222222222222222 shown in FIG. 9(a), and the chain 111l1l2ll1lllll2llllllll is recoded to 111111111111111111111111.
Note the change in branch size.
FIGS. 10 and 19 summarize directions. Referring to FIG. 19, it should be noted that for each subchain combination, there are only two entries for the final recoding or reorientation directions. This is to be expected, because each allowable subchain combination can only give an angular orientation variation of 1r/4, irrespective of the size ofthe individual subchains. For example, consider a subchain combination of elements 4 and 5. Any such com bination must yield a feature in the third quadrant of an x, y coordinate system, irrespective of the subchain size. Furthermore, the combination will yield a feature whose maximum possible value of l is 1r, this in the limit when the subchain size of elements value 4 is zero, and whose minimum possible value of is 3 1r/4, and this in the limit when the subchain length of elements value 5 is zero. Thus within the two limits shown, generally, below,
where 1,. indicates the length, I, of a subchain having elements e,- and the sigma denotes an assembly of subchains of lengthl having elements 6, 01 (KPH/i where i=1 ..8, it will be seen that the only possible recoding direction of the 4-H) element value subchain is in vector direction 5 or 4 corresponding to directions of maximum and minimum values of 1 respectively.
Accordingly the initial input character A (FIG. 7) is recoded as:
lf now the input character shape were to be reconstructed, on the basis of the information content of the new, recoded chain, it will be slightly different in shape and various features will be altered in size. This can clearly be seen in FIG. 11. This is of no consequence as it is the feature orientation that is of interest. For this reason the recoded chain can be reduced still further. This involves the construction of a new chain, comprising only one element of a group of identical consecutive elements and the nodes, all in the previous order. Accordingly, the final chain code for the initial input is:
Generally recoding of subchains in accordance with H0. 9 only takes place if there is a minimum of three consecutive subchains, two of which are identical. It is hoped that recoding, by means of the stated subchain combinations alone, will be sufficient, in every case. so that the final chain will only present feature orientations and node points.
Using a character A as an example. the various recoding or transformation stages have been shown: starting front that of the first chain, through that of subchain transformation, and recoding, until finally that of feature direction coding only. Once coded in this form the input character is ready to be recognized. it is worth comparing the length of the original chain, started off with, with that of the chain finally the possible recodingv developed. If the comparison be assessed on the basis of elements, including node points, in the chain, then in the present case there has been a reduction of 80 percent in the data to be handled for recognition purposes.
All the processes described hitherto may be considered as being transfonnations of the input pattern and as, therefore, many features are reduced to one and the same entry in the chain code, i.e. there is only a single feature description for numerous feature orientations and lengths, all the possible shapes of a transformed character can be predicted to a high degree of accuracy. There will be more than one transformation per class of character and particularly if hand printed characters are considered, but nevertheless it is thought that this number, by virtue of the rules of manipulation previously described, is strictly limited. In view of the final chain code size of the character A, and the limited number of transformations per character, storage of chain codes in a computer is not a great problem. It will be shown later that if there are say, n, possible chains per character, not all n chains have to be individually stored. Recognition can thus be effected by comparing the transformed input chain with those stored.
This will now be illustrated with reference to character 7. FIG. 12 shows all the final possible feature directions of a transformed erect character 7. Not all the feature directions shown are found in every input 7.
FIG. 12 also shows the number of ways a given feature direction can be coded, for example, feature number 2 can be coded in four different ways; either as a feature indirection 6, 7 or 8, or it need not be encoded at all if this feature is not present in the input 7. Feature number 3 can be coded in one way only (for an erect 7) as it must be present in every input 7. Multiplying all the possible ways of individual choice of features, it is found that the total number of combinations of features, (not all yielding a character 7), is 512. These 512 combinations do not have to be each stored separately. A simple flow diagram of the allowable combinations can be constructed. It is possible because some features are common to all combinations, by means of logic OR and AND operations to construct a simple computer routine that will include all the combinations. The feature combination flow diagram of the character 7 is given in FIG. 13, the encircled numbers representing feature direction.
The recognition of slanted, or rotated input patterns will now be dealt with. Handling these in the recognition stage involves the use of a further extension of the techniques discussed above. Consider the simple curve shown in FIG. 14(0). It will be finally coded as FIG. 14(b) depicts the same curve rotated by 1r/4 in an anticlockwise direction, and the rotated curve will be coded as One is added to every vector element in the first chain in order to effect the rotation, and thus obtain the second chain. Similarly, by subtracting I from each element vector in the first chain, a rotation, of 11/4 in a clockwise direction, of FIG. 14(0), is effected as shown in FIG. 14(c). This pattern will be encoded as 76J(1)6J(l)8!. Note that the coding starting point is the same point on the curve in each case.
Next considered is the more complex chain shown in FIG. 15(0). concerning which the observation just made is inapplicable. With the coding starting point shown, being the top and leftmost point on the curve and the priority of encoding directions at the starting point being I, 8, 2, 3, 4, 5, 6 and 7, the chain code of FIG. 15(a) is:
.l( l)l87J(2)7J( I)67J(2)l. By priority of encoding the pattern is effectively encoded by traversing along it from the starting point in a clockwise direction. Hence the priority of movement in directions 1 and 8. In the absence of these direction 2 has priority (not 6) and so on.
Rotation of FIG. 15(a) by 1r/4 clockwise yields the curve shown in FIG. 15(b) which will be encoded (with the starting point at the top leftmost position) as:
J( l)l8J(2)8J( I)678J(2)2. This chain has been derived directly from FIG. 15(b) and not by application of the rotation rule to the chain of FIG. 15(a). The chain has been derived in this way is:
J( l)218J(2)8J( l)78J(2)2, and if the curve relating to this chain is drawn it will have its actual starting point displaced one element back in an anticlockwise direction, although the pattern will still be the same. A twofold chain-handling adjustment is required. Firstly the correct position of the starting point, within a derived chain, must be considered and secondly, consideration must be given to features which in a derived chain appear to have been rotated by 5b/4 relative to the starting point. For example, element value 1 following J( l for the encoding of the feature in that direction in FIG. 15(a) has, on rotation by 1r/4 anticlockwise, been encoded as element value 6 (FIG. 15(b).
Now, it should be noted that in the rotated FIG. 15(b) the initial starting point (FIG. 15(a) has moved one feature along the pattern in a clockwise direction. Thus considering FIG. IS( a) and its chain code, and allowing the initial starting point to move one feature ahead, the vector element following the first entry 1(1), may be considered to have been rotated by 4Pb/4 anticlockwise and thus has its value changed from I to 5. If this element is inserted in the chain immediately following the second entry J(l) there is obtained a chain code in the form Adding l to each element in the new chain to effect a 11/4 anticlockwise rotation yields chain:
J(I)I8J(2)8J(l) 678J(2)2r which is now identical to the chain obtained above from FIG. 15(b) directly.
Conversely when a rotation in a clockwise direction is to be effected, (see FIG. l5(c)) the starting point moves one feature in reverse, in FIG. 15(0). Encoding the pattern in FIG. 15(a), with the starting point in the shifted position yields chain J(l)2I87J(2)7J(1)7.I(2)I and subtracting l to effect a 1r/4 clockwise rotation of the curve yields chain J(l)l876J(2)6J( l )6J(2)8 which is the same code as would be derived from FIG. 15(6) directly. In effect, the element following the second encoding of 1(1) may be considered to have been rotated by 412/4 clockwise, changing its direction from 6 to 2, and then inserted in the chain immediately after the first entry .I( l
By starting off initially with the curve of FIG. 14(b), coded as:
l8J( l )8J(l)2 it would not be possible to use the above techniques, directly, to derive its rotated chain, since nowhere in the chain is a return made to the original starting point. In such a case an artificial junction point entry is made in the chain, J(0), and derivation is now possible. The above chain would accordingly be recoded as J(O)l8J(l)8J(0).I( l )2.
Clearly, now, there is a return to the starting point. Since there is no vector element in the chain following the second entry .I(0), rotation by 11/4 clockwise can be derived from the original chain directly. If the first element in the chain was an element vector in direction I where (21r 231r/2). both clbTclt wis ah d anticlockwiserotation chains could have been derived directly by adding or subtracting I.
Also, if the new starting point was already entered as a junc tion point, i.e. x(n)22 the chain has to be rearranged again before making the above changes. The order of appearance of features has to be altered so that priority of feature encoding is still maintained, and the appropriate features have then to be rotated by 4X1r/4. Also the number of node entries has to be reduced by 1 because the new starting node and the original node at that point are now identical.
Accordingly a character can be rotated by mr/4(n=0, l, 2...) simply by moving the first starting point, n elements along the chain but in the opposite sense to rotation, recoding the chain, and finally adding or subtracting n from each element according to the rotation sense. This is in fact done to the feature-logic of character 7, see FIG. 16, and all the other stored chains of other characters. Care is taken to ensure that there are no ambiguities due to rotation, e.g. in FIG. 12 the lefthand feature of feature set 6 is not included in the clockwise rotation. In view of the simplicity of the technique, the speed of looking-up the store is very fast.
Finally, it should be noted that in view of subchain combination recoding, on effecting a 1r/4 rotation either way about the vertical, the sector bounded by the limits of 1 where H d 0, is in fact included. By considering the possible subchain combinations that could yield the features shown in FIG. 12 in conjunction with FIG. 10, this is immediately apparent.
1. A method of recognizing characters by linear traverse comprising the steps of:
a. storing electrical signals identifying the shape of the character in a first matrix of storage cells,
b. processing the electrical signals stored in the first matrix to complete gaps and irregularities not inherent in the shape of the character,
c. transferring the electrical signals identifying the shape of the completed character to another matrix of storage cells,
d. examining the electrical signals stored in said other matrix to thin the shape of the character,
e. transferring the electrical signals identifying the thinned character to a further matrix of storage cells,
f. examining cell-by-cell the further matrix of storage cells starting from a predetermined one of the cells and examining in a predetermined numbered order of angular directions the condition of all cells immediately adjacent said one cell,
g. identifying only those cells storing electrical signals which identify a part of the character of predetermined length emanating from said one cell,
h. identifying said one cell as a junction point if more than two parts of said predetermined length emanate therefrom,
i. continuing the examination of the cells along the part of the character, or along one of the parts if more than one exists, to the end of the part or to another junction point,
j. returning the examination directly to a junction point and continuing the examination of the cells along another part of the character emanating from the junction point,
k. repeating steps (i) and (j) until the cells along all parts of the character emanating from all junction points have been examined,
1. expressing the results of the examination as a combination of the numbered angular directions and junction points to identify the character.
2. A method as claimed in claim 1 which includes the further steps of:
a. identifying those parts of the combination of numbered angular directions and junction points which define features of the character, 7
b. establishing the mean angular direction of each such part of the combination,
c. comparing the said mean angular direction with the numbered order of angular directions,
d. recoding each said part as one of the numbered order of sequence directions if said mean angular direction lies within a given range of said one of the numbered order of sequence directions.
3. A process as claimed in claim 1 in which the step of identifying the character is performed by comparing the combination of numbered angular directions and junction points with each of a plurality of combinations each representing a possible variation of the character.
|Citing Patent||Filing date||Publication date||Applicant||Title|
|US3753229 *||9 Nov 1971||14 Aug 1973||Beun M||Method of and device for the removal of short projecting stroke elements of characters|
|US3755780 *||28 Jun 1971||28 Aug 1973||Pattern Analysis & Recognition||Method for recognizing characters|
|US3860909 *||15 Apr 1971||14 Jan 1975||Olivetti & Co Spa||Apparatus for recognising graphic symbols|
|US3863218 *||26 Jan 1973||28 Jan 1975||Hitachi Ltd||Pattern feature detection system|
|US3899771 *||17 Jun 1974||12 Aug 1975||Philips Corp||Method of character recognition by linear traverse employing shifted edge lines|
|US3942169 *||6 Sep 1974||2 Mar 1976||Hitachi, Ltd.||Pattern recognition system|
|US3987412 *||27 Jan 1975||19 Oct 1976||International Business Machines Corporation||Method and apparatus for image data compression utilizing boundary following of the exterior and interior borders of objects|
|US4093941 *||9 Dec 1976||6 Jun 1978||Recognition Equipment Incorporated||Slope feature detection system|
|US4097847 *||14 May 1975||27 Jun 1978||Scan-Optics, Inc.||Multi-font optical character recognition apparatus|
|US4148009 *||12 Sep 1977||3 Apr 1979||Dr. Ing. Rudolf Hell, Gmbh||Method and apparatus for electronically retouching|
|US4375654 *||2 Aug 1979||1 Mar 1983||International Business Machines Corporation||Facsimile vector data compression|
|US4499598 *||2 Jul 1982||12 Feb 1985||Conoco Inc.||Edge and line detection in multidimensional noisey, imagery data|
|US4524454 *||14 Sep 1982||18 Jun 1985||Ricoh Company, Ltd.||Method of assigning direction code to boundary picture element in character recognition system|
|US4525860 *||4 Jan 1982||25 Jun 1985||At&T Bell Laboratories||Character recognition arrangement|
|US4545067 *||31 Jan 1984||1 Oct 1985||Commissariat A L'energie Atomique||Process for automatic image recognition|
|US4566124 *||10 Aug 1983||21 Jan 1986||Agency Of Industrial Science & Technology, Ministry Of International Trade & Industry||Pattern reading system|
|US4597101 *||28 Jun 1983||24 Jun 1986||Nippon Telegraph & Telephone Public Corp.||Method and an apparatus for coding/decoding telewriting signals|
|US4646351 *||4 Oct 1985||24 Feb 1987||Visa International Service Association||Method and apparatus for dynamic signature verification|
|US4680805 *||17 Nov 1983||14 Jul 1987||Texas Instruments Incorporated||Method and apparatus for recognition of discontinuous text|
|US4718103 *||1 Oct 1986||5 Jan 1988||Hitachi, Ltd.||Method and apparatus for on-line recognizing handwritten patterns|
|US4718105 *||1 Mar 1984||5 Jan 1988||Ana Tech Corporation||Graphic vectorization system|
|US4757551 *||3 Oct 1986||12 Jul 1988||Ricoh Company, Ltd.||Character recognition method and system capable of recognizing slant characters|
|US4769776 *||26 Aug 1986||6 Sep 1988||Hitachi, Ltd.||Apparatus for measuring the concentration of filamentous microorganisms in a mixture including microorganisms|
|US4773098 *||1 Aug 1983||20 Sep 1988||Texas Instruments Incorporated||Method of optical character recognition|
|US4817187 *||19 Feb 1987||28 Mar 1989||Gtx Corporation||Apparatus and method for vectorization of incoming scanned image data|
|US4837842 *||19 Sep 1986||6 Jun 1989||Holt Arthur W||Character and pattern recognition machine and method|
|US4972262 *||27 Oct 1988||20 Nov 1990||Honeywell Inc.||Real time edge detection|
|US5073955 *||9 May 1990||17 Dec 1991||Siemens Aktiengesellschaft||Method for recognizing previously localized characters present in digital gray tone images, particularly for recognizing characters struck into metal surfaces|
|US5091975 *||4 Jan 1990||25 Feb 1992||Teknekron Communications Systems, Inc.||Method and an apparatus for electronically compressing a transaction with a human signature|
|US5097517 *||15 Sep 1988||17 Mar 1992||Holt Arthur W||Method and apparatus for processing bank checks, drafts and like financial documents|
|US5119445 *||28 Nov 1989||2 Jun 1992||Ricoh Company, Ltd.||Feature extracting method|
|US5146511 *||30 Apr 1991||8 Sep 1992||Dainippon Screen Mfg. Co., Ltd.||Image processing method and apparatus therefor|
|US5164996 *||7 Apr 1986||17 Nov 1992||Jose Pastor||Optical character recognition by detecting geo features|
|US5182778 *||31 Aug 1990||26 Jan 1993||Eastman Kodak Company||Dot-matrix video enhancement for optical character recognition|
|US5539159 *||15 Dec 1994||23 Jul 1996||Ncr Corporation||Handwriting capture device|
|US5574803 *||2 Aug 1991||12 Nov 1996||Eastman Kodak Company||Character thinning using emergent behavior of populations of competitive locally independent processes|
|US5610996 *||13 Jul 1994||11 Mar 1997||Microsoft Corporation||Method and apparatus for arc segmentation in handwriting recognition|
|US5650828 *||23 Aug 1995||22 Jul 1997||Daewoo Electronics Co., Ltd.||Method and apparatus for detecting and thinning a contour image of objects|
|US5675668 *||8 Apr 1993||7 Oct 1997||Kawaski Steel Corporation||Coding method, semiconductor memory for implementing coding method, decoder for semiconductor memory and method for identification of hand-written characters|
|US5815601 *||28 Feb 1996||29 Sep 1998||Sharp Kabushiki Kaisha||Image encoder and image decoder|
|US5862251 *||4 Aug 1997||19 Jan 1999||International Business Machines Corporation||Optical character recognition of handwritten or cursive text|
|US5898799 *||27 Aug 1997||27 Apr 1999||Sony Corporation||Image signal coding and decoding method and apparatus|
|US5946418 *||11 Sep 1997||31 Aug 1999||Kawasaki Steel Corporation||Coding method, semiconductor memory for implementing coding method, decoder for semiconductor memory and method for identification of hand-written characters|
|US5978515 *||12 Mar 1998||2 Nov 1999||Sharp Kabushiki Kaisha||Image encoder and image decoder|
|US6430315 *||20 May 1998||6 Aug 2002||Koninklijke Philips Electronics, N.V.||Image processing method including a chaining step, and medical imaging apparatus including means for carrying out this method|
|US6869022 *||29 Jun 2001||22 Mar 2005||General Electric Company||Computer-and human-readable part markings and system and method using same|
|U.S. Classification||382/198, 382/316, 382/242, 382/259|
|International Classification||G06K9/48, G06K9/54|
|Cooperative Classification||G06K9/481, G06K9/54|
|European Classification||G06K9/48A, G06K9/54|